Paraphrase Identification

The goal of Paraphrase Identification is to determine whether a pair of sentences have the same meaning.

Source: Adversarial Examples with Difficult Common Words for Paraphrase Identification

Image source: On Paraphrase Identification Corpora

Papers

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Showing 101–125 of 172 papers

Title	Date	Tasks	Status
Predicate-Argument Based Bi-Encoder for Paraphrase Identification	May 1, 2022	Paraphrase IdentificationSentence	—Unverified
Contextualized Embeddings based Convolutional Neural Networks for Duplicate Question Identification	Sep 3, 2021	Paraphrase IdentificationQuestion Answering	—Unverified
Reddit Temporal N-gram Corpus and its Applications on Paraphrase and Semantic Similarity in Social Media using a Topic-based Latent Semantic Analysis	Dec 1, 2016	AttributeInformation Retrieval	—Unverified
Re-examining Machine Translation Metrics for Paraphrase Identification	Jun 1, 2012	Machine TranslationParaphrase Identification	—Unverified
Reference Scope Identification in Citing Sentences	Jun 1, 2012	Language IdentificationParaphrase Identification	—Unverified
An Optimal Quadratic Approach to Monolingual Paraphrase Alignment	May 1, 2015	Combinatorial OptimizationMachine Translation	—Unverified
Semantic Sentence Matching with Densely-connected Recurrent and Co-attentive Information	May 29, 2018	Natural Language InferenceParaphrase Identification	—Unverified
Semantic Similarity Analysis for Paraphrase Identification in Arabic Texts	Nov 1, 2017	Paraphrase IdentificationSemantic Similarity	—Unverified
SemEval-2013 Task 5: Evaluating Phrasal Semantics	Jun 1, 2013	Paraphrase IdentificationSemantic Textual Similarity	—Unverified
SemEval-2015 Task 1: Paraphrase and Semantic Similarity in Twitter (PIT)	Jun 1, 2015	Information RetrievalParaphrase Identification	—Unverified
SEMILAR: The Semantic Similarity Toolkit	Aug 1, 2013	Paraphrase IdentificationQuestion Answering	—Unverified
Semi-Markov Phrase-Based Monolingual Alignment	Oct 1, 2013	Machine TranslationNatural Language Inference	—Unverified
Sentence Alignment using Unfolding Recursive Autoencoders	Aug 1, 2017	Information RetrievalMachine Translation	—Unverified
Co-Stack Residual Affinity Networks with Multi-level Attention Refinement for Matching Text Sequences	Oct 6, 2018	Paraphrase IdentificationQuestion Answering	—Unverified
Accurate, yet inconsistent? Consistency Analysis on Language Understanding Models	Aug 15, 2021	Paraphrase Identification	—Unverified
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases	Feb 28, 2023	Adversarial RobustnessNatural Language Inference	—Unverified
SPADE: Evaluation Dataset for Monolingual Phrase Alignment	May 1, 2018	Machine TranslationParaphrase Identification	—Unverified
Cross-Lingual Adaptation Using Universal Dependencies	Mar 24, 2020	Paraphrase IdentificationRelation Extraction	—Unverified
Cross-lingual paraphrase identification	Jun 21, 2024	Cross-Lingual Paraphrase IdentificationParaphrase Identification	—Unverified
SRIUBC: Simple Similarity Features for Semantic Textual Similarity	Jul 1, 2012	Natural Language InferenceParaphrase Identification	—Unverified
String Re-writing Kernel	Jul 1, 2012	Information RetrievalNatural Language Inference	—Unverified
Multiway Attention Networks for Modeling Sentence Pairs	Jul 1, 2018	Natural Language InferenceParaphrase Identification	CodeCode Available
Sentence Embeddings for Russian NLU	Oct 29, 2019	Multiple-choiceParaphrase Identification	CodeCode Available
ABCNN: Attention-Based Convolutional Neural Network for Modeling Sentence Pairs	Dec 16, 2015	Answer SelectionNatural Language Inference	CodeCode Available
Adaptation of Deep Bidirectional Multilingual Transformers for Russian Language	May 17, 2019	Natural Language InferenceParaphrase Identification	CodeCode Available

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All datasets Quora Question Pairs MSRP Quora Question Pairs Dev 2017_test set AP IMDb PIT Translated SNLI Dataset in Marathi TURL WikiHop Yelp

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	BERT-Base	Direct Intrinsic Dimension	9,295	—	Unverified
2	data2vec	Accuracy	92.4	—	Unverified
3	SMART-BERT	Dev Accuracy	91.5	—	Unverified
4	ALICE	F1	90.7	—	Unverified
5	MFAE	Accuracy	90.54	—	Unverified
6	RoBERTa-large 355M + Entailment as Few-shot Learner	F1	89.2	—	Unverified
7	MwAN	Accuracy	89.12	—	Unverified
8	DIIN	Accuracy	89.06	—	Unverified
9	MSEM	Accuracy	88.86	—	Unverified
10	Bi-CAS-LSTM	Accuracy	88.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FEAT2, TFKLD, SVM, Fine-grained features	Accuracy	80.41	—	Unverified
2	NMF factorization-unigrams-TFKLD	Accuracy	72.75	—	Unverified
3	SWEM-concat	Accuracy	71.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BERT + SCH attm	Val Accuracy	91.42	—	Unverified
2	BERT + SCH attn	Val F1 Score	88.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CNN	10 fold Cross validation	50	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	RoBETRa base	MCC	0.53	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SplitEE-S	Accuracy	82.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSDAE	AP	69.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Weighted Ensemble of TF-IDF and BERT Embeddings	1:1 Accuracy	82.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TSDAE	AP	76.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	StructBERTRoBERTa ensemble	Accuracy	90.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SplitEE-S	Accuracy	76.7	—	Unverified